{"id":"W4384383301","doi":"10.58931/cht.2023.2121","title":"Frontline management of transplant-ineligible newly diagnosed multiple myeloma (TINDMM) in Canada","year":2023,"lang":"en","type":"article","venue":"Canadian Hematology Today","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Northern British Columbia; University of British Columbia; BC Cancer Agency","funders":"BC Cancer Agency","keywords":"Medicine; Multiple myeloma; Malignancy; Hematologic malignancy; Anemia; Bone marrow transplant; Bone marrow; Internal medicine; Pediatrics; Bone marrow transplantation","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002875142,0.0001417931,0.0002295977,0.0006078662,0.003817632,0.00110645,0.0009590846,0.0005028316,0.009027269],"category_scores_gemma":[0.001276111,0.0001105652,0.0002612157,0.00113726,0.000459595,0.0003445714,0.0009967231,0.001229256,0.0005482328],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03203433,"about_ca_system_score_gemma":0.06836136,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9561937,"about_ca_topic_score_gemma":0.9883122,"domain_scores_codex":[0.999535,0.00002871033,0.00002069746,0.00003892012,0.0001509471,0.0002257779],"domain_scores_gemma":[0.9980578,0.00004231728,0.0001526515,0.00001078737,0.0004290454,0.001307449],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0005897513,0.0005975061,0.3342187,0.0008410186,0.0001220412,0.009495721,0.002513271,0.0009024722,0.002665413,0.008562179,0.3392536,0.3002383],"study_design_scores_gemma":[0.0003539816,0.0003165104,0.5082864,0.002476117,0.0001596772,0.008245236,0.008152883,0.002068866,0.0008237454,0.003227492,0.4657707,0.0001184516],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4865159,0.04908264,0.002081804,0.2027044,0.002636962,0.0008321368,0.006687624,0.0003283548,0.2491302],"genre_scores_gemma":[0.8975543,0.02873017,0.00442653,0.03605123,0.0006135769,0.000114357,0.002880174,0.00009126645,0.02953825],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04380631,"threshold_uncertainty_score":0.2324263,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0207331733756894,"score_gpt":0.2643517528212895,"score_spread":0.2436185794456001,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}